US9256884B2 - System and method to increase efficiency and speed of analytics report generation in audience measurement systems - Google Patents
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- US9256884B2 US9256884B2 US13/479,608 US201213479608A US9256884B2 US 9256884 B2 US9256884 B2 US 9256884B2 US 201213479608 A US201213479608 A US 201213479608A US 9256884 B2 US9256884 B2 US 9256884B2
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
- G06F7/06—Arrangements for sorting, selecting, merging, or comparing data on individual record carriers
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04H—BROADCAST COMMUNICATION
- H04H60/00—Arrangements for broadcast applications with a direct linking to broadcast information or broadcast space-time; Broadcast-related systems
- H04H60/27—Arrangements for recording or accumulating broadcast information or broadcast-related information
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04H—BROADCAST COMMUNICATION
- H04H60/00—Arrangements for broadcast applications with a direct linking to broadcast information or broadcast space-time; Broadcast-related systems
- H04H60/35—Arrangements for identifying or recognising characteristics with a direct linkage to broadcast information or to broadcast space-time, e.g. for identifying broadcast stations or for identifying users
- H04H60/38—Arrangements for identifying or recognising characteristics with a direct linkage to broadcast information or to broadcast space-time, e.g. for identifying broadcast stations or for identifying users for identifying broadcast time or space
- H04H60/41—Arrangements for identifying or recognising characteristics with a direct linkage to broadcast information or to broadcast space-time, e.g. for identifying broadcast stations or for identifying users for identifying broadcast time or space for identifying broadcast space, i.e. broadcast channels, broadcast stations or broadcast areas
Definitions
- the invention is directed to television advertisements. Specifically, the invention is directed to reporting viewership of television advertisements and programs.
- Audience Measurement Systems should record all events generated by a consumer device, sends them to a centralized location, and allows interested parties to generate reports on all viewed content units, including channel, program, advertisements, etc. Audience Behavior Measurement Systems (BMS) should allow for the recording and monitoring of an audience's interaction with virtually any device or system, including household appliances, radio, TV, gaming consoles, smart phones, tablets, PCs, and so forth.
- the capabilities of existing cost-effective systems can be easily exceeded if the systems are used to generate reports on each and every content unit (program, ad, interactive TV applications, video-on-demand content, etc.) with no margin of error while allowing the user to look back and generate any type of report based on historical data.
- content unit program, ad, interactive TV applications, video-on-demand content, etc.
- An Audience Measurement System with such capabilities would need to generate, transport, and store approximately 6 billion events to generate a report on every subscriber.
- the first challenge is that the systems require substantial amount of processing power to perform parsing, and a substantial amount of I/O (read and write) operations to create and store timeline records. This requirement dramatically limits the ability to cost-effectively scale, to provide support panels with reasonable number of panel participants, and to accurately represent viewing patterns of a requested targeting profile.
- a second problem associated with the abovementioned approach creates timeline data records which are very large by their nature. Considering that the final product of this process is analytics report(s), and to generate such report analytics system has to run database queries over very large number of records, and each report generation consumes a substantial amount of time and computing resources.
- the present invention overcomes the problems and disadvantages associated with current strategies and designs and provides new tools and methods of measuring viewership of many types of content.
- One embodiment of the invention is directed to a method of generating television analytics Audience Measurement System (AMS) reports.
- the method comprises the steps of, on a processor, receiving a plurality of encoded report payloads from a plurality of client devices, storing the encoded report payloads in a database, transferring at least one encoded report payload from the database into randomly addressable memory (RAM), decoding the at least one encoded report payload in RAM, parsing the decoded data in RAM with at least one matching algorithm to determine the occurrence of events, compiling a database of parsed data, and generating an AMS report from the database of parsed data.
- AMS television analytics Audience Measurement System
- the steps of decoding the at least one encoded report payload in the RAM and parsing the decoded data in RAM with at least one analytics matching algorithm to determine the occurrence of events are repeated for each encoded report payload.
- the decoded report payload is not saved.
- the step of compiling a database of parsed data comprises storing the parsed data in one of an intermediate panel report database or a final panel report database.
- An event preferably is at least one of an advertisement was displayed, a TV broadcast was displayed, a button was pressed on a remote control, a biometric recording of a viewer was obtained, or an activation of an interactive element of an advertisement.
- each encoded report payload comprises a client device identifier and a plurality of encoded AMS events.
- the step of parsing the decoded data with at least one matching algorithm to determine the occurrence of events is completed via a bitmask algorithm.
- each set of decoded data is parsed for at least one specific event determined by a panel definition.
- the report preferably comprises a count of the number of times a specific event occurred.
- each client device is one of a set top box, a TV, a computer, a tablet, a smartphone, or a streaming media device.
- Another embodiment of the invention is directed to a system for generating analytics television Audience Measurement System (AMS) reports.
- the system comprises a processor, randomly accessible memory (RAM) in communication with the processor, an encoded reports payloads database in communication with the processor, a parsed data database in communication with the processor, a transceiver in communication with the processor, and software executing on the processor.
- RAM randomly accessible memory
- the software receives a plurality of encoded report payloads from a plurality of client devices, stores the plurality of encoded report payloads in the encoded reports payloads database, transfers at least one encoded report payload from the encoded reports payloads database into RAM, decodes each encoded report payload in RAM, parses the decoded data in RAM with at least one matching algorithm to determine the occurrence of events, compiles a record of parsed data for storage in the parsed data database, and generates an AMS report from the data stored in the parsed data database.
- the software repeats the steps of decoding the at least one encoded report payload in RAM and parsing the decoded data in the RAM with at least one analytics matching algorithm to determine the occurrence of events for each encoded report payload.
- the decoded report payload is not saved.
- the database of parsed data preferably comprises an intermediate panel report database and a final panel report database.
- an event is at least one of an advertisement was displayed, a TV broadcast was displayed, a button was pressed on a remote control, a biometric recording of a viewer was obtained, or an activation of an interactive element of an advertisement.
- Each encoded report payload preferably comprises a client device identifier and a plurality of encoded AMS events.
- the software uses a bitmask algorithm as the matching algorithm.
- one encoded report payload is parsed before a second encoded report payload is parsed.
- each encoded report payload does not store timestamp records.
- Each set of decoded data is preferably parsed for at least one specific event determined by a panel definition.
- the report comprises a count of the number of times a specific event occurred.
- each client device is one of a set top box, a TV, a computer, a tablet, a smartphone, or a streaming media device.
- FIG. 1 depicts an embodiment of system dataflow from an AMS-A to the AMS-L subsystem.
- FIG. 2 depicts an embodiment of a method of processing data without bitmask execution.
- FIG. 3 depicts an embodiment of a method of processing data with bitmask execution.
- a problem in the art capable of being solved by the embodiments of the present invention is measuring TV viewership. It has been surprisingly discovered that by reducing the processing, storage, and read/write (I/O) requirements of an AMS, cost-effective and fast analytics report generation for a system with a large number of panels and a large number of panel participates can be achieved.
- I/O read/write
- the embodiments of the present invention do not process or record timeline database records. Instead, the client devices store original encoded report payloads.
- the payloads are preferably decoded into RAM using an analytics reports bitmask algorithm and stored in a Panel's report database.
- the AMS collects data and creates cost-effective, census level accuracy reports.
- the AMS is comprised of several tiers of distributed computing components residing at different typological network points within the content distribution system to enable cost-effective processing of large amount of collected data.
- Tier 1 is comprised of AMS-A, Tier 2 of AMS-L, Tier 3 AMS-C.
- AMS-A is an AMS client application which resides in video playback device, e.g TV set, set top box, video streaming adapter.
- AMS-L is a backend server based sub-system which acts as a first collecting and pre-processing point for the data generated by AMS-A components. After data pre-processing is completed, AMS-L sends data to AMS-C.
- AMS-C is a backend server based sub-system which acts as a last data processing prior to data being archived and exported to ad agencies.
- locations and total number of AMS-L components would vary. For example, small content distribution system would only have AMS-A and AMS-L components and utilize AMS-C component located outside of that particular content distribution network.
- Each AMS-A (client device level) is preferably responsible for receiving configuration messages from the AMS-L and executing the logging, processing, and report of events in accordance with the received configuration messages.
- Each AMS-A is preferably a client's set top box, TV, computer, tablet, smartphone, streaming media device, or other media playing device.
- Each AMS-L (local node level) is preferably responsible for receiving panel definitions, subscriber profile information, and program and ad schedules from the AMS-C, a TV Traffic System, an Electronic Program Guide Server, and/or a Video-on-Demand server.
- the AMS-L is also preferably responsible for sending configuration messages to each AMS-A and performing upstream bandwidth optimization.
- the AMS-L is also preferably responsible for receiving reports from each AMS-A, merging panel reports, and sending requested reports to the AMS-C for further merging.
- Each AMS-L is preferably maintained by a media service provider such as a cable company, a satellite TV company, a streaming media company, or an internet service provider.
- the AMS-C central level is preferably responsible for receiving panel definitions from ad agencies, subscriber demographics and socioeconomic metadata from source agencies, programming metadata from national broadcasters, and ad schedules from ad agencies or broadcasters.
- the AMC-C is preferably responsible for merging requested information and mapping the information into available AMS-L subscriber bases.
- the AMS-C can receive and merge reports from multiple AMS-Ls.
- An AMS-C is preferably maintained by a media company such as a broadcaster, a cable TV channel, or an internet web-page.
- FIG. 1 depicts an embodiment of system dataflow from an AMS-A 804 to the AMS-L subsystem 108 .
- AMS client application 804 sends AMS Client Report Message 919 to AMS-L subsystem 108 , specifically to the AMS-L subsystem's Client's Report Catcher and Database Importer 515 .
- AMS client application 804 receives reporting from AMS-L subsystem 108 . Transmission can occur on a regular schedule (e.g. hourly, daily, or weekly), on-demand from the AMS-L subsystem 108 , as requested by an advertiser, randomly, after a specific amount of data is recorded (e.g. after a specific number of hours of TV have been watched), or at other intervals.
- Each message 919 preferably includes a report header 918 having a client device identifier 917 (e.g. a MAC address) and control information 916 (e.g. report sequence number), and the encoded report payload 915 .
- the encoded report payload 915 includes each AMS event 914 .
- Events may include who watched a show or commercial, what their reactions were to the show and the commercials, biometric data of the viewers, button presses on the remote control (e.g. if a viewer changed the channel, changed the volume, or fast forwarded through a portion of the content), activation of an interactive element on an advertisement, or other events that can be recorded by the STB.
- AMS-L subsystem 108 receives each message 919 via module 515 and stores the STB reports in STB reports database 521 .
- STB reports database 521 stores each STB report in the format shown in module 911 .
- the format includes a client device identifier 912 and Encoded Report Payload 915 .
- the reports do not store timestamp records.
- Panel reports are generated by module 528 .
- Module 528 retrieves the STB reports from STB reports database 521 and obtains advertising data from local advertising database 525 , programming data from local programming database 526 , demographics data from local demographics database 524 and panel information from local panels configuration database 523 .
- Module 528 decodes the encoded report payload in module 900 .
- Module 904 depicts a preferred embodiment of the format of the decoded report payload.
- the format includes a timestamp associated with an event 905 .
- 906 - 910 are various possible examples of the decoded events 914 .
- the decoded data is matched using one or more algorithms to determine what was watched by the viewer in module 901 and the panel report database 531 is updated by module 902 .
- Module 901 can parse the data for specific events (e.g. a specific show that was watched), specific time slots, or other data determined by the panel definition.
- Module 903 causes AMS-L subsystem 108 to repeat the process for each STB. When the system finishes counting a number of event occurrences, it may add an updated count to the panel report database 531 .
- FIG. 2 depicts an embodiment of a method of data processing without bitmask execution.
- the panel's report generator retrieves STB reports payload using a “select” SQL (structured query language) query.
- the next STB report record is obtained at step 1002 .
- the system determines if there are additional STB report records, if there are, the method continues, if not, the method ends.
- the AMS-L subsystem decodes all events from the STB report payload into RAM and orders the events by timestamp.
- the AMS-L subsystem retrieves analytics report definitions from the local panel configuration database using a panel ID number and SQL query (e.g.
- FIG. 3 depicts an embodiment of a method of data processing with bitmask execution.
- a bitmask can check for all ads from one STB in a single operation.
- the panel's report generator retrieves STB reports payload using a “select” SQL (structured query language) query. The next STB report record is obtained at step 1102 .
- the system determines if there are additional STB report records, if there are, the method continues, if not, the method ends.
- the AMS-L subsystem decodes all events from the STB report payload into RAM and generates at timestamp based bitmask.
- the AMS-L subsystem retrieves analytics report definitions bitmasks from the local panel configuration database.
- the system executes an analytics reports bitmask algorithm to the STB report record and stores the results in the panel's report database.
- the process is repeated for each remaining STB report record.
- Event Data 914 stays encoded in STB Reports Database 521 and decoded into RAM by 900 of AMS-L System 108 only during data analysis.
- the system can achieve significant increases in speed of analysis while reducing necessary overall computing power requirements.
- the invention is also applicable to other video and audio applications involving an audience, including, but not limited to, video viewing on PCs, tablets, smart phones, game consoles, radio receivers, MP3 players, and other streaming and linear programming devices. Furthermore, the invention is equally applicable to the monitoring of other electronic devices in the environment of an audience member, such as other home appliances.
- the illustrative system embodiment is presented as comprising individual functional blocks (including functional blocks labeled as a “processor”).
- the functions these blocks represent may be provided through the use of either shared or dedicated hardware, including, but not limited to, hardware capable of executing software.
- the functions of one or more processors presented in FIG. 1 may be provided by a single shared processor or multiple processors.
- Illustrative embodiments may comprise microprocessor and/or digital signal processor (DSP) hardware, read-only memory (ROM) for storing software performing the operations discussed below, and random access memory (RAM) for storing results.
- DSP digital signal processor
- ROM read-only memory
- RAM random access memory
- VLSI Very large scale integration
- Embodiments within the scope of the present invention may also include computer-readable media for carrying or having computer-executable instructions or data structures stored thereon.
- Such computer-readable media can be any available media that can be accessed by a general purpose or special purpose computer.
- Such computer-readable media can comprise RAM, ROM, EEPROM, CD-ROM or other optical disk storage, magnetic disk storage or other magnetic storage devices, or any other medium which can be used to carry or store desired program code means in the form of computer-executable instructions or data structures.
- a network or another communications connection either hardwired, wireless, or combination thereof
- any such connection is properly termed a computer-readable medium. Combinations of the above should also be included within the scope of the computer-readable media.
- Computer-executable instructions include, for example, instructions and data which cause a general purpose computer, special purpose computer, or special purpose processing device to perform a certain function or group of functions.
- Computer-executable instructions also include program modules that are executed by computers in stand-alone or network environments.
- program modules include routines, programs, objects, components, and data structures, etc. that perform particular tasks or implement particular abstract data types.
- Computer-executable instructions, associated data structures, and program modules represent examples of the program code means for executing steps of the methods disclosed herein. The particular sequence of such executable instructions or associated data structures represents examples of corresponding acts for implementing the functions described in such steps.
- Networks may include the Internet, one or more Local Area Networks (“LANs”), one or more Metropolitan Area Networks (“MANs”), one or more Wide Area Networks (“WANs”), one or more Intranets, etc.
- LANs Local Area Networks
- MANs Metropolitan Area Networks
- WANs Wide Area Networks
- Intranets etc.
- Embodiments may also be practiced in distributed computing environments where tasks are performed by local and remote processing devices that are linked (either by hardwired links, wireless links, or by a combination thereof) through a communications network.
- program modules may be located in both local and remote memory storage devices.
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TW200704183A (en) * | 2005-01-27 | 2007-01-16 | Matrix Tv | Dynamic mosaic extended electronic programming guide for television program selection and display |
US8875196B2 (en) | 2005-08-13 | 2014-10-28 | Webtuner Corp. | System for network and local content access |
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JP2014519276A (en) | 2014-08-07 |
WO2012162464A1 (en) | 2012-11-29 |
US20120304209A1 (en) | 2012-11-29 |
EP2715523A1 (en) | 2014-04-09 |
AU2012258732A1 (en) | 2013-12-12 |
CA2837198A1 (en) | 2012-11-29 |
CN103649906A (en) | 2014-03-19 |
EP2715523A4 (en) | 2014-12-24 |
KR20140035424A (en) | 2014-03-21 |
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